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Explaining Lower Earnings Despite Same Hours

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The question is on your right: Explaining Lower Earnings Despite Same Hours. Take a moment with it first.

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Problem

A driver-partner reports their earnings are lower than the historical average for their shift, despite working the same hours on Uber Drivers. How would you analyze marketplace data to validate and explain it?